{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "270bb6de-d948-44d4-ae42-20dfd4112677",
   "metadata": {},
   "source": [
    "# Level-3 Backtesting\n",
    "\n",
    "The Level-3 feed data for HftBacktest is built from DataBento's CME Market-By-Order data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8000f925-8b55-47d3-be3f-c68fc73b8742",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correcting the latency\n",
      "Correcting the event order\n",
      "Saving to data/BTCM4_20240609_l3.npz\n",
      "Correcting the latency\n",
      "Correcting the event order\n",
      "Saving to data/BTCM4_20240610_l3.npz\n",
      "Correcting the latency\n",
      "Correcting the event order\n",
      "Saving to data/BTCM4_20240611_l3.npz\n",
      "Correcting the latency\n",
      "Correcting the event order\n",
      "Saving to data/BTCM4_20240612_l3.npz\n",
      "Correcting the latency\n",
      "Correcting the event order\n",
      "Saving to data/BTCM4_20240613_l3.npz\n",
      "Correcting the latency\n",
      "Correcting the event order\n",
      "Saving to data/BTCM4_20240614_l3.npz\n"
     ]
    }
   ],
   "source": [
    "from hftbacktest.data.utils import databento\n",
    "\n",
    "for date in range(20240609, 20240615):\n",
    "    databento.convert(f'data/db/glbx-mdp3-{date}.mbo.dbn.zst', 'BTCM4', output_filename=f'data/BTCM4_{date}_l3.npz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8ff32289-2415-4bb9-8b79-62a9046d4027",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "from numba import njit, uint64, float64\n",
    "from numba.typed import Dict\n",
    "\n",
    "from hftbacktest import BUY, SELL, GTC, LIMIT\n",
    "\n",
    "@njit\n",
    "def gridtrading(hbt, recorder, skew):\n",
    "    asset_no = 0\n",
    "    tick_size = hbt.depth(asset_no).tick_size\n",
    "    grid_num = 10\n",
    "    max_position = 5\n",
    "    grid_interval = tick_size * 1\n",
    "    half_spread = tick_size * 0.4\n",
    "\n",
    "    # Running interval in nanoseconds.\n",
    "    while hbt.elapse(100_000_000) == 0:\n",
    "        # Clears cancelled, filled or expired orders.        \n",
    "        hbt.clear_inactive_orders(asset_no)\n",
    "\n",
    "        depth = hbt.depth(asset_no)\n",
    "        position = hbt.position(asset_no)\n",
    "        orders = hbt.orders(asset_no)\n",
    "        \n",
    "        best_bid = depth.best_bid\n",
    "        best_ask = depth.best_ask\n",
    "        \n",
    "        mid_price = (best_bid + best_ask) / 2.0\n",
    "        \n",
    "        order_qty = 1 # np.round(notional_order_qty / mid_price / hbt.depth(asset_no).lot_size) * hbt.depth(asset_no).lot_size\n",
    "        \n",
    "        # The personalized price that considers skewing based on inventory risk is introduced, \n",
    "        # which is described in the well-known Stokov-Avalleneda market-making paper.\n",
    "        # https://math.nyu.edu/~avellane/HighFrequencyTrading.pdf\n",
    "        alpha = 0\n",
    "        reservation_price = mid_price + alpha - skew * tick_size * position\n",
    "\n",
    "        # Since our price is skewed, it may cross the spread. To ensure market making and avoid crossing the spread, \n",
    "        # limit the price to the best bid and best ask.\n",
    "        bid_price = np.minimum(reservation_price - half_spread, best_bid)\n",
    "        ask_price = np.maximum(reservation_price + half_spread, best_ask)\n",
    "\n",
    "        # Aligns the prices to the grid.\n",
    "        bid_price = np.floor(bid_price / grid_interval) * grid_interval\n",
    "        ask_price = np.ceil(ask_price / grid_interval) * grid_interval\n",
    "        \n",
    "        #--------------------------------------------------------\n",
    "        # Updates quotes.\n",
    "        \n",
    "        # Creates a new grid for buy orders.\n",
    "        new_bid_orders = Dict.empty(np.uint64, np.float64)\n",
    "        if position < max_position and np.isfinite(bid_price): # position * mid_price < max_notional_position\n",
    "            for i in range(grid_num):\n",
    "                bid_price_tick = round(bid_price / tick_size)\n",
    "                \n",
    "                # order price in tick is used as order id.\n",
    "                new_bid_orders[uint64(bid_price_tick)] = bid_price\n",
    "                \n",
    "                bid_price -= grid_interval\n",
    "\n",
    "        # Creates a new grid for sell orders.\n",
    "        new_ask_orders = Dict.empty(np.uint64, np.float64)\n",
    "        if position > -max_position and np.isfinite(ask_price): # position * mid_price > -max_notional_position\n",
    "            for i in range(grid_num):\n",
    "                ask_price_tick = round(ask_price / tick_size)\n",
    "                \n",
    "                # order price in tick is used as order id.\n",
    "                new_ask_orders[uint64(ask_price_tick)] = ask_price\n",
    "\n",
    "                ask_price += grid_interval\n",
    "                \n",
    "        order_values = orders.values();\n",
    "        while order_values.has_next():\n",
    "            order = order_values.get()\n",
    "            # Cancels if a working order is not in the new grid.\n",
    "            if order.cancellable:\n",
    "                if (\n",
    "                    (order.side == BUY and order.order_id not in new_bid_orders)\n",
    "                    or (order.side == SELL and order.order_id not in new_ask_orders)\n",
    "                ):\n",
    "                    hbt.cancel(asset_no, order.order_id, False)\n",
    "                    \n",
    "        for order_id, order_price in new_bid_orders.items():\n",
    "            # Posts a new buy order if there is no working order at the price on the new grid.\n",
    "            if order_id not in orders:\n",
    "                hbt.submit_buy_order(asset_no, order_id, order_price, order_qty, GTC, LIMIT, False)\n",
    "                \n",
    "        for order_id, order_price in new_ask_orders.items():\n",
    "            # Posts a new sell order if there is no working order at the price on the new grid.\n",
    "            if order_id not in orders:\n",
    "                hbt.submit_sell_order(asset_no, order_id, order_price, order_qty, GTC, LIMIT, False)\n",
    "        \n",
    "        # Records the current state for stat calculation.\n",
    "        recorder.record(hbt)\n",
    "    return True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3a185f49-5a68-4487-b3d0-303142dfa4da",
   "metadata": {},
   "outputs": [],
   "source": [
    "from hftbacktest import BacktestAsset, ROIVectorMarketDepthBacktest, Recorder\n",
    "\n",
    "asset = (\n",
    "    BacktestAsset()\n",
    "        .data([\n",
    "            'data/BTCM4_20240609_l3.npz',\n",
    "            'data/BTCM4_20240610_l3.npz',\n",
    "            'data/BTCM4_20240611_l3.npz',\n",
    "            'data/BTCM4_20240612_l3.npz',\n",
    "            'data/BTCM4_20240613_l3.npz',\n",
    "            'data/BTCM4_20240614_l3.npz',\n",
    "        ])\n",
    "        .linear_asset(5) \n",
    "        .constant_latency(100_000, 100_000)\n",
    "        .l3_fifo_queue_model() \n",
    "        .no_partial_fill_exchange()\n",
    "        .trading_qty_fee_model(5, 5)\n",
    "        .tick_size(5)\n",
    "        .lot_size(1)\n",
    "        .roi_lb(0.0)    \n",
    "        .roi_ub(100000.0)\n",
    ")\n",
    "hbt = ROIVectorMarketDepthBacktest([asset])\n",
    "\n",
    "recorder = Recorder(1, 5_000_0000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7672fa72-4e14-4f25-9ebf-68b6087f601d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 35.6 s, sys: 336 ms, total: 35.9 s\n",
      "Wall time: 32.4 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "gridtrading(hbt, recorder.recorder, 0.5)\n",
    "\n",
    "_ = hbt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b9d56e95-139c-4c3f-9363-d2350fdcab69",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from hftbacktest.stats import LinearAssetRecord\n",
    "\n",
    "stats = LinearAssetRecord(recorder.get(0)).contract_size(5).stats(book_size=1_000_000)\n",
    "\n",
    "l3_backtest_equity = stats.entire['equity_wo_fee']\n",
    "\n",
    "stats.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8292e7b1-dd9b-466c-979c-fd21b693cd3f",
   "metadata": {},
   "source": [
    "The following code constructs Level-2 data from Level-3 data for the purpose of comparing backtesting results between Level-3 and Level-2. Level-2 estimates queue positions using a model, whereas Level-3 determines queue positions directly from the order data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7fa84ac6-fe88-4486-bab1-50db28888612",
   "metadata": {},
   "outputs": [],
   "source": [
    "from hftbacktest.data import correct_event_order, validate_event_order\n",
    "from hftbacktest import (\n",
    "    EXCH_EVENT,\n",
    "    LOCAL_EVENT,\n",
    "    TRADE_EVENT,\n",
    "    DEPTH_EVENT,\n",
    "    DEPTH_CLEAR_EVENT,\n",
    "    ADD_ORDER_EVENT,\n",
    "    MODIFY_ORDER_EVENT,\n",
    "    CANCEL_ORDER_EVENT,\n",
    "    FILL_EVENT,\n",
    "    BUY_EVENT,\n",
    "    SELL_EVENT,\n",
    "    event_dtype\n",
    ")\n",
    "\n",
    "from numba.experimental import jitclass\n",
    "from numba.types import DictType, int64\n",
    "\n",
    "@jitclass\n",
    "class L3MarketDepth:\n",
    "    bid_depth: DictType(int64, float64)    \n",
    "    ask_depth: DictType(int64, float64)\n",
    "    order_book_px: DictType(uint64, float64)\n",
    "    order_book_qty: DictType(uint64, float64)\n",
    "    tick_size: float64\n",
    "    \n",
    "    def __init__(self, tick_size):\n",
    "        self.bid_depth = Dict.empty(int64, float64)\n",
    "        self.ask_depth = Dict.empty(int64, float64)\n",
    "        self.order_book_px = Dict.empty(uint64, float64)\n",
    "        self.order_book_qty = Dict.empty(uint64, float64)\n",
    "        self.tick_size = tick_size\n",
    "\n",
    "    def add_order(self, ev):\n",
    "        if ev.order_id in self.order_book_qty:\n",
    "            print('add_order: OrderIdExist', ev.order_id)\n",
    "            raise ValueError\n",
    "\n",
    "        self.order_book_px[ev.order_id] = ev.px;\n",
    "\n",
    "        l2_ev = np.empty(1, event_dtype)\n",
    "        l2_ev[0] = ev\n",
    "        l2_ev[0].ev = (l2_ev[0].ev & ~0xff) | DEPTH_EVENT\n",
    "        \n",
    "        price_tick = int(round(ev.px / self.tick_size))\n",
    "        if ev.ev & BUY_EVENT == BUY_EVENT:\n",
    "            self.order_book_qty[ev.order_id] = ev.qty;\n",
    "            \n",
    "            if price_tick not in self.bid_depth:\n",
    "                self.bid_depth[price_tick] = 0.0\n",
    "            self.bid_depth[price_tick] += ev.qty\n",
    "            \n",
    "            l2_ev[0].qty = round(self.bid_depth[price_tick])\n",
    "        elif ev.ev & SELL_EVENT == SELL_EVENT:\n",
    "            self.order_book_qty[ev.order_id] = -ev.qty;\n",
    "            \n",
    "            if price_tick not in self.ask_depth:\n",
    "                self.ask_depth[price_tick] = 0.0\n",
    "            self.ask_depth[price_tick] += ev.qty\n",
    "            \n",
    "            l2_ev[0].qty = round(self.ask_depth[price_tick])\n",
    "        \n",
    "        return l2_ev[0]\n",
    "            \n",
    "    def modify_order(self, ev):\n",
    "        if ev.order_id not in self.order_book_qty:\n",
    "            print('modify_order: OrderNotFound', ev.order_id)\n",
    "            raise ValueError\n",
    "\n",
    "        prev_px = self.order_book_px[ev.order_id]\n",
    "        prev_qty = self.order_book_qty[ev.order_id]\n",
    "\n",
    "        l2_ev = np.empty(2, event_dtype)\n",
    "        l2_ev[1] = l2_ev[0] = ev\n",
    "        l2_ev[0].ev = (l2_ev[0].ev & ~0xff) | DEPTH_EVENT\n",
    "        n = 0\n",
    "        \n",
    "        if prev_qty > 0:\n",
    "            price_tick = int(round(prev_px / self.tick_size))\n",
    "            self.bid_depth[price_tick] -= prev_qty\n",
    "            \n",
    "            if int(round(prev_px / self.tick_size)) != int(round(ev.px / self.tick_size)):\n",
    "                l2_ev[0].px = prev_px\n",
    "                l2_ev[0].qty = round(self.bid_depth[price_tick])\n",
    "                n = 1\n",
    "        elif prev_qty < 0:\n",
    "            price_tick = int(round(prev_px / self.tick_size))\n",
    "            self.ask_depth[price_tick] -= np.abs(prev_qty)\n",
    "\n",
    "            if int(round(prev_px / self.tick_size)) != int(round(ev.px / self.tick_size)):\n",
    "                l2_ev[0].px = prev_px\n",
    "                l2_ev[0].qty = round(self.ask_depth[price_tick])\n",
    "                n = 1\n",
    "        \n",
    "        self.order_book_px[ev.order_id] = ev.px;\n",
    "\n",
    "        price_tick = int(round(ev.px / self.tick_size))\n",
    "        if ev.ev & BUY_EVENT == BUY_EVENT:\n",
    "            self.order_book_qty[ev.order_id] = ev.qty;\n",
    "            \n",
    "            if price_tick not in self.bid_depth:\n",
    "                self.bid_depth[price_tick] = 0.0\n",
    "            self.bid_depth[price_tick] += ev.qty\n",
    "            \n",
    "            l2_ev[n].qty = round(self.bid_depth[price_tick])\n",
    "        elif ev.ev & SELL_EVENT == SELL_EVENT:\n",
    "            self.order_book_qty[ev.order_id] = -ev.qty;\n",
    "            \n",
    "            if price_tick not in self.ask_depth:\n",
    "                self.ask_depth[price_tick] = 0.0\n",
    "            self.ask_depth[price_tick] += ev.qty\n",
    "            \n",
    "            l2_ev[n].qty = round(self.ask_depth[price_tick])\n",
    "            \n",
    "        return l2_ev[:n + 1]\n",
    "\n",
    "    def cancel_order(self, ev):\n",
    "        if ev.order_id not in self.order_book_qty:\n",
    "            print('cancel_order: OrderNotFound', ev.order_id, ev)\n",
    "            raise ValueError\n",
    "            \n",
    "        del self.order_book_px[ev.order_id]\n",
    "        del self.order_book_qty[ev.order_id]\n",
    "\n",
    "        l2_ev = np.empty(1, event_dtype)\n",
    "        l2_ev[0] = ev\n",
    "        l2_ev[0].ev = (l2_ev[0].ev & ~0xff) | DEPTH_EVENT\n",
    "        \n",
    "        if ev.ev & BUY_EVENT == BUY_EVENT:\n",
    "            price_tick = int(round(ev.px / self.tick_size))\n",
    "            self.bid_depth[price_tick] -= ev.qty\n",
    "            l2_ev[0].qty = round(self.bid_depth[price_tick])\n",
    "        elif ev.ev & SELL_EVENT == SELL_EVENT:\n",
    "            price_tick = int(round(ev.px / self.tick_size))\n",
    "            self.ask_depth[price_tick] -= ev.qty\n",
    "            l2_ev[0].qty = round(self.ask_depth[price_tick])\n",
    "\n",
    "        return l2_ev[0]\n",
    "\n",
    "    def clear(self):\n",
    "        self.order_book_px.clear()\n",
    "        self.order_book_qty.clear()\n",
    "        self.bid_depth.clear()\n",
    "        self.ask_depth.clear()\n",
    "\n",
    "@njit\n",
    "def convert_l3_to_l2(data, tick_size):\n",
    "    result = np.empty(len(data) * 4, event_dtype)\n",
    "    local_md = L3MarketDepth(tick_size)\n",
    "    exch_md = L3MarketDepth(tick_size)\n",
    "    rn = 0\n",
    "    for i in range(len(data)):\n",
    "        if data[i].ev & (EXCH_EVENT | LOCAL_EVENT) == EXCH_EVENT | LOCAL_EVENT:\n",
    "            if data[i].ev & 0xff == ADD_ORDER_EVENT:\n",
    "                result[rn] = exch_md.add_order(data[i])\n",
    "                rn += 1\n",
    "            elif data[i].ev & 0xff == MODIFY_ORDER_EVENT:\n",
    "                l2_ev = exch_md.modify_order(data[i])\n",
    "                result[rn] = l2_ev[0]\n",
    "                rn += 1\n",
    "                if len(l2_ev) == 2:\n",
    "                    result[rn] = l2_ev[1]\n",
    "                    rn += 1\n",
    "            elif data[i].ev & 0xff == CANCEL_ORDER_EVENT:\n",
    "                result[rn] = exch_md.cancel_order(data[i])\n",
    "                rn += 1\n",
    "            elif data[i].ev & 0xff == FILL_EVENT:\n",
    "                continue\n",
    "            elif data[i].ev & 0xff == DEPTH_CLEAR_EVENT:\n",
    "                exch_md.clear()\n",
    "                result[rn] = data[i]\n",
    "                rn += 1\n",
    "            else:\n",
    "                result[rn] = data[i]\n",
    "                rn += 1\n",
    "        else:\n",
    "            # DataBento's CME data is aligned in both local and exchange timestamps.\n",
    "            raise ValueError\n",
    "    return result[:rn]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e04fe678-69bd-4929-810f-33e5d72ae117",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correcting the latency\n",
      "Correcting the event order\n",
      "Correcting the latency\n",
      "Correcting the event order\n",
      "Correcting the latency\n",
      "Correcting the event order\n",
      "Correcting the latency\n",
      "Correcting the event order\n",
      "Correcting the latency\n",
      "Correcting the event order\n",
      "Correcting the latency\n",
      "Correcting the event order\n"
     ]
    }
   ],
   "source": [
    "for date in range(20240609, 20240615):\n",
    "    l3 = databento.convert(f'data/db/glbx-mdp3-{date}.mbo.dbn.zst', 'BTCM4')\n",
    "    tick_size = 5\n",
    "    l2 = convert_l3_to_l2(l3, tick_size)\n",
    "    \n",
    "    data = correct_event_order(\n",
    "        l2,\n",
    "        np.argsort(l2['exch_ts'], kind='mergesort'),\n",
    "        np.argsort(l2['local_ts'], kind='mergesort')\n",
    "    )\n",
    "\n",
    "    validate_event_order(data)\n",
    "    \n",
    "    np.savez_compressed(f'data/BTCM4_{date}_l2.npz', data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cc236195-58fc-46f4-9283-3bd62814fbcc",
   "metadata": {},
   "outputs": [],
   "source": [
    "from hftbacktest import BacktestAsset, ROIVectorMarketDepthBacktest, Recorder\n",
    "\n",
    "asset = (\n",
    "    BacktestAsset()\n",
    "        .data([\n",
    "            'data/BTCM4_20240609_l2.npz',\n",
    "            'data/BTCM4_20240610_l2.npz',\n",
    "            'data/BTCM4_20240611_l2.npz',\n",
    "            'data/BTCM4_20240612_l2.npz',\n",
    "            'data/BTCM4_20240613_l2.npz',\n",
    "            'data/BTCM4_20240614_l2.npz',\n",
    "        ])\n",
    "        .linear_asset(5) \n",
    "        .constant_latency(100_000, 100_000)\n",
    "        .power_prob_queue_model3(3.0)\n",
    "        .no_partial_fill_exchange()\n",
    "        .trading_qty_fee_model(5, 5)\n",
    "        .tick_size(5)\n",
    "        .lot_size(1)\n",
    "        .roi_lb(0.0)    \n",
    "        .roi_ub(100000.0)\n",
    ")\n",
    "hbt = ROIVectorMarketDepthBacktest([asset])\n",
    "\n",
    "recorder = Recorder(1, 5_000_0000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9198b2ed-54f2-4663-ae23-bed73701e83e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 28.9 s, sys: 401 ms, total: 29.3 s\n",
      "Wall time: 24.9 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "gridtrading(hbt, recorder.recorder, 0.5)\n",
    "\n",
    "_ = hbt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "da89b45f-c7f8-4688-bd18-b6cb7e5361c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stats = LinearAssetRecord(recorder.get(0)).contract_size(5).stats(book_size=1_000_000)\n",
    "\n",
    "l2_backtest_equity = stats.entire['equity_wo_fee']\n",
    "\n",
    "stats.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4ddecdd2-5f5e-42f6-95a4-80bb4b9df1f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f58f9b4ac20>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "plt.plot(l3_backtest_equity)\n",
    "plt.plot(l2_backtest_equity)\n",
    "plt.legend(['Level-3', 'Level-2'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf051d07-5757-4609-a46b-b4a48be72749",
   "metadata": {},
   "source": [
    "The impact of the difference can vary depending on the characteristics of the strategy; for some strategies, Level-2 estimation may be sufficiently accurate, while for others, it may not be. This comparison is intended to highlight these differences. In markets that only provide Level-2 data, it is important to develop a realistic queue position model based on live trading data. Although Level-3 data offers direct order queue position information, it is still crucial to validate backtesting results against live trading results. For example, in this CME Level-3 backtest, the market depth doesn't include implied orders."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
